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Beyond Worst-Case Adversaries in Machine Learning
... to strong robustness guarantees in practical domains and for a wide range of applications, such as online learning, differential privacy, ... Her thesis titled Foundation of Machine Learning, by the People, for the People received the CMU School of Computer Science Dissertation ...
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Improving recommendation systems
... MIT News Recommendation algorithms are a vital part of today’s Web, the basis of the targeted advertisements that ... Similarly, ratings scales may vary between people. “Your three stars might be my five stars, or vice versa,” Shah ...
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Strengthening trust in machine-learning models
... increasingly powerful tools in data analysis, informing a range of critical decisions across disciplines and applications, from ... making this taxonomy, is that it really highlights where people are focusing. I think a lot of research naturally focuses on this level ...
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Statistics and Data Science Center holds inaugural conference
... and Data Science Center Day ( SDSCon ) at MIT highlighted a variety of research projects, including efforts to better understand gene ... SDSC as providing “a wide and common umbrella for people across the campus to come together and … make progress and learn from ...
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Automated method helps researchers quantify uncertainty in their predictions
A new technique can help researchers who use Bayesian inference achieve more ... top tennis players. “When you actually dig into what people are doing in the social sciences, physics, chemistry, or biology, they ... easier, then we can really make a difference to a lot of people in many different research areas,” says senior author Tamara ...
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Cracking open the black box of automated machine learning
... these systems and find ways to improve them. Designing a machine-learning model for a certain task — such as image classification, ... enough to use AutoML systems in the future. “We found people were more likely to use AutoML as a result of opening up that black box ...
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Learning on the edge
A machine-learning model on an intelligent edge device allows it to adapt to ... that process data to complete a task, such as recognizing people in photos. The model must be trained first, which involves showing it ... is very expensive because there are a lot of activations, so people tend to update only the last layer, but as you can imagine, this hurts ...
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Photorealistic simulator made MIT robot racing competition a live online experience
More than 100 people participated in a four-hour online robot race, which served as the final project for MIT Course ... ran for nearly four hours, bringing together more than 100 people in one Zoom call with commentators and Mario Kart music playing. “We ...
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Q&A: Global challenges surrounding the deployment of AI
... natural, preordained phenomenon. It is something built by people. People who are making certain design decisions. We thus need to ... as well as establishing thoughtful industry standards have a big role to play here too. Indeed, governments can put in place rules ...
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Making computation come alive
... MIT News As a Martian lander descends toward the Red Planet’s surface, when can its ... “Simulations like our Martian lander simulation are what people actually use computers for. Did NASA solve our little differential ...